SMART INDUSTRY
CLOUD
TIME SERIES -STORAGE
ANALYTICS - DIGITAL TWIN
VISUALIZATION - DASHBOARD
SECURITY
PLANT
INDUSTRIAL
PLANTS
Reactors
Columns
Turbo
Machines
Exchangers
Vessels
Piping
Valves
PLC – 1 µs
MACHINE
CONTROLLERS
- 40 ms
DCS – 1 s
APC – 1 min
DEVELOPMENT
HISTORICAL DATA DATA SCIENCE
ADVANCED
SIMULATION
LAN
100 ms
VIRTUAL PLANT
COMMUNICATION
SERVER
EQUIMENT
MODELS
USER
INTERFACE
HARDWAREAUXILIARIES
CONTROLS
PLANT
MODEL
HUMAN DECISION SYSTEM
OPERATORS MANAGEMENT TECHNICAL TEAM
VISUALIZATION/KPI
OPC
MODBUS
SQL
TCP/IP
CSV
TESTING
OPC
MODBUS
DEPLOYMENT
PYTHON
JAVA
MATLAB
ACTION
SHUTDOWN
MAINTENANCE
OPTIMIZE
OPTIMIZECONTROLSAFETY
DISPLAY
INTERPRET
ALARMS
TRENDS
KPIS
INPUT DATA
APPLICATIONSMODELINGINPUTS
INDUSTRIAL DATA SCIENCE
EXPLORATORY DATA
ANALYSIS
Run Charts, Pair Plots,
Histograms, Descriptive
Statistics
PROCESSING
Synchronization,
Structured Dataset
CLEANING
Deletion, Imputation,
Interpolation, Simulation
CAUSE & EFFECT MATRIX
DIMENSION REDUCTION
PCA, Dimensionless
Numbers
MODELS
Parameter Fitting, Non
Linear Regression, Logistic
Regression, ANN
PREDICTION
What ifs, Hazops & Risk
Analysis, Monte Carlo
Method
STEADY STATE
OPTIMIZATION
Newton’s Method, Penalty
Methods, Least Squares
TRANSIENT OPTIMIZATION
Constrained Differential
Equations, Langrage
Multipliers
ANOMALY DETECTION Diagnostics, Decision Trees
HISTORICAL DATA
Historian
LIMS
LOGS
PFD
P&ID
Datasheets
EXPERIENCE
PHYSICS
DEVLOPMENT TOOLS
R STUDIO PYTHON MATLAB VISUAL STUDIO TABLEAU MSEXCEL
OUTCOME
CLOUD
TRANSFORMATION
DIGITAL DEPARTMENTS
SAVINGS ENORMOUS
DELIVERY BLITZ
QUALITY 6 SIGMA
DESIGN ROBUST
CUSTOMERS HAPPY
CURRENT PROCESSES
HISTORICAL
DESIGNS/DRAWINGS
GENERATE DETAILED
PROCESS MAP
STANDARDIZE
STREAMLINE
SIMPLIFY
GENERATE RULES,
TEMPLATES
AUTOMATE
CUSTOMER
REQUREMENTS/INPUTS
PREPROCESSING
STANDARDS, RULES,
PRACTICES, TEMPLATES
COMPARATOR
HISTORICAL DESIGNS
COMPARATOR
AUTOMATED DESIGN
REVIEW/SUCCESSFUL
DESIGN
LEARNING ARCHIVE
AVAILABLE

Industrial Digital Strategy

  • 1.
    SMART INDUSTRY CLOUD TIME SERIES-STORAGE ANALYTICS - DIGITAL TWIN VISUALIZATION - DASHBOARD SECURITY PLANT INDUSTRIAL PLANTS Reactors Columns Turbo Machines Exchangers Vessels Piping Valves PLC – 1 µs MACHINE CONTROLLERS - 40 ms DCS – 1 s APC – 1 min DEVELOPMENT HISTORICAL DATA DATA SCIENCE ADVANCED SIMULATION LAN 100 ms VIRTUAL PLANT COMMUNICATION SERVER EQUIMENT MODELS USER INTERFACE HARDWAREAUXILIARIES CONTROLS PLANT MODEL HUMAN DECISION SYSTEM OPERATORS MANAGEMENT TECHNICAL TEAM VISUALIZATION/KPI OPC MODBUS SQL TCP/IP CSV TESTING OPC MODBUS DEPLOYMENT PYTHON JAVA MATLAB ACTION SHUTDOWN MAINTENANCE OPTIMIZE OPTIMIZECONTROLSAFETY DISPLAY INTERPRET ALARMS TRENDS KPIS INPUT DATA
  • 2.
    APPLICATIONSMODELINGINPUTS INDUSTRIAL DATA SCIENCE EXPLORATORYDATA ANALYSIS Run Charts, Pair Plots, Histograms, Descriptive Statistics PROCESSING Synchronization, Structured Dataset CLEANING Deletion, Imputation, Interpolation, Simulation CAUSE & EFFECT MATRIX DIMENSION REDUCTION PCA, Dimensionless Numbers MODELS Parameter Fitting, Non Linear Regression, Logistic Regression, ANN PREDICTION What ifs, Hazops & Risk Analysis, Monte Carlo Method STEADY STATE OPTIMIZATION Newton’s Method, Penalty Methods, Least Squares TRANSIENT OPTIMIZATION Constrained Differential Equations, Langrage Multipliers ANOMALY DETECTION Diagnostics, Decision Trees HISTORICAL DATA Historian LIMS LOGS PFD P&ID Datasheets EXPERIENCE PHYSICS DEVLOPMENT TOOLS R STUDIO PYTHON MATLAB VISUAL STUDIO TABLEAU MSEXCEL
  • 3.
    OUTCOME CLOUD TRANSFORMATION DIGITAL DEPARTMENTS SAVINGS ENORMOUS DELIVERYBLITZ QUALITY 6 SIGMA DESIGN ROBUST CUSTOMERS HAPPY CURRENT PROCESSES HISTORICAL DESIGNS/DRAWINGS GENERATE DETAILED PROCESS MAP STANDARDIZE STREAMLINE SIMPLIFY GENERATE RULES, TEMPLATES AUTOMATE CUSTOMER REQUREMENTS/INPUTS PREPROCESSING STANDARDS, RULES, PRACTICES, TEMPLATES COMPARATOR HISTORICAL DESIGNS COMPARATOR AUTOMATED DESIGN REVIEW/SUCCESSFUL DESIGN LEARNING ARCHIVE AVAILABLE